{"id":"W4399860099","doi":"10.58931/cect.2024.3244","title":"Peripheral Retinal Diseases: Indications for Prophylactic Laser Treatment Versus Observation","year":2024,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Peripheral; Medicine; Retinal; Ophthalmology; Prophylactic treatment; Optometry; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001420947,0.0001617793,0.000150673,0.000125746,0.0001533579,0.00006918055,0.00004619428,0.00006154247,0.0002728775],"category_scores_gemma":[0.00005953335,0.0001321033,0.0001825364,0.0001779515,0.00003821242,0.00007216599,0.000004098926,0.00005051496,0.00007374056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002009363,"about_ca_system_score_gemma":0.001643856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005505738,"about_ca_topic_score_gemma":0.009796852,"domain_scores_codex":[0.999143,0.00001641077,0.0001282803,0.0003040363,0.0001233559,0.0002849106],"domain_scores_gemma":[0.998933,0.0000395317,0.00002191497,0.0002352904,0.0001072293,0.0006630654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005249604,0.0008739487,0.5024477,0.004146316,0.00280799,0.004095227,0.007431326,0.00007694384,0.0002150003,0.009151222,0.03977752,0.4237272],"study_design_scores_gemma":[0.004924531,0.003613729,0.5044073,0.0003790278,0.002812766,0.00001426418,0.001861823,0.000572246,0.0001474921,0.0001388283,0.4806945,0.0004335029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970539,0.01122106,0.00004220501,0.006443257,0.001100404,0.00246652,0.002386705,0.0001741882,0.005626651],"genre_scores_gemma":[0.992599,0.00005982766,0.0002162134,0.0002603434,0.0002976789,0.0005491914,0.00226473,0.00003706125,0.003715924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.440917,"threshold_uncertainty_score":0.8323066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565757292984473,"score_gpt":0.3108623031687974,"score_spread":0.2852047302389527,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}